Elijah Dixon-Bonner opened the scoring after 10 minutes.
But Rovers fought back into the game thanks to a double from Jacob Davenport.
In heartbreaking fashion for the Reds, Davenport scored the equaliser from the penalty spot in the 86th minute.
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